Evidence map›Paper›PMID 41595418›Full record

ReviewHealthcare (Basel, Switzerland)2026

A Systematic Review of Topic Modeling Techniques for Electronic Health Records.

Iqra Mehmood, Zoya Zahra, Sarah Iqbal, Ayman Qahmash, Ijaz Hussain

Abstract readReview
In one paragraph

Review in Healthcare (Basel, Switzerland), 2026. The graph could read no effect estimate from its abstract, so it casts no vote on the map. Not yet cited in PubMed.

0numbers the graph read from it
0cells of the map it votes in
0citing papers in PubMed
–field-weighted citation impact
1 · What the graph read from it

What it found

Each row is one number read from the abstract, on the scale the paper reported it, with its interval. Left of the dashed line favours the treatment, right favours the comparator. Under each row is the sentence it came from. New to these charts? A ten-minute tutorial.

The abstract states no effect estimate the extractor could read, or names no intervention and outcome on the map, so this paper lights no cell and moves no belief. It is still indexed, cited and linked below.

2 · The registry

The trial behind it

Trials whose registry record cites this paper, or whose number appears in the abstract. A trial that started after this paper was published is citing it as background, not reporting it.

Neither the registry nor the abstract names a trial number. If this is a trial report, that itself is worth knowing.

3 · Its place in the literature

Who cites it

0 citing papers in PubMed.

No citing paper in PubMed yet.

4 · The record

Corrections and comments

PubMed lists nothing against this paper. Absence here is not a guarantee, only a check that was made.

5 · Who and what money

Authors and funding

5 authors.

Iqra MehmoodDepartment of Computer and Information Sciences, PIEAS, Lehtrar Road, Nilore, Islamabad 45650, Pakistan.
Zoya ZahraDepartment of Computer and Information Sciences, PIEAS, Lehtrar Road, Nilore, Islamabad 45650, Pakistan.
Sarah IqbalDepartment of Artificial Intelligence, Faculty of Computer Science & Engineering, GIK Institute of Engineering Sciences and Technology, Topi 23640, Pakistan.ORCID 0000-0003-4077-3801
Ayman QahmashInformatics and Computer Systems Department, King Khalid University, Abha 62521, Saudi Arabia.ORCID 0000-0001-9480-5560
Ijaz HussainDepartment of Computer and Information Sciences, PIEAS, Lehtrar Road, Nilore, Islamabad 45650, Pakistan.ORCID 0000-0003-3254-1680

Funding

No grant is acknowledged in the PubMed record.

6 · The paper itself

Abstract

PubMed holds no abstract for this paper.

Indexed as

clinical pathway analysisElectronic Health Recordspatient trajectoriesPRISMASystematic Literature Reviewtopic modeling

Identifiers

PMID41595418
PMCPMC12840768

What OpenQuestion holds

Textmetadata
LicenceCC BY
Read underepoch 390

Registered trials

None linked

Read under generation 80e0d062 · epoch 390. Bibliography from PubMed, PubMed Central and OpenAlex; grants from NIH RePORTER; trial links from ClinicalTrials.gov; estimates, votes and beliefs from the OpenQuestion graph.